Reporte de delitos

Dataset statistics

Number of variables	24
Number of observations	433
Missing cells	4732
Missing cells (%)	45.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	129.9 KiB
Average record size in memory	307.2 B

Variable types

Numeric	23
Categorical	1

Alerts

`Municipio` has a high cardinality: 73 distinct values	High cardinality
`Año` is highly overall correlated with `Confianza en Guardia Na` and 4 other fields	High correlation
`Abuso sexual` is highly overall correlated with `Municipio`	High correlation
`Feminicidio` is highly overall correlated with `Estado Inseguro`	High correlation
`Narcomenudeo` is highly overall correlated with `Poblacion`	High correlation
`Poblacion` is highly overall correlated with `Municipio` and 3 other fields	High correlation
`Tiene Preocupacion` is highly overall correlated with `Municipio` and 5 other fields	High correlation
`Colonia Insegura` is highly overall correlated with `Municipio` and 7 other fields	High correlation
`Municipio Inseguro` is highly overall correlated with `Municipio` and 8 other fields	High correlation
`Estado Inseguro` is highly overall correlated with `Feminicidio` and 2 other fields	High correlation
`Afectacion Forma de Vida` is highly overall correlated with `Municipio` and 7 other fields	High correlation
`Confianza en Transito` is highly overall correlated with `Municipio` and 7 other fields	High correlation
`Confianza en Policia Mun` is highly overall correlated with `Municipio` and 7 other fields	High correlation
`Confianza en Guardia Na` is highly overall correlated with `Año` and 4 other fields	High correlation
`Confianza en Ministerio Pub` is highly overall correlated with `Año` and 6 other fields	High correlation
`Confianza en Fiscalia G R` is highly overall correlated with `Año` and 4 other fields	High correlation
`Confianza en Jueces` is highly overall correlated with `Municipio` and 2 other fields	High correlation
`Municipio` is highly overall correlated with `Abuso sexual` and 11 other fields	High correlation
`Confianza en Ejercito` is highly overall correlated with `Año` and 2 other fields	High correlation
`Homicidio` is highly overall correlated with `Municipio` and 1 other fields	High correlation
`Confianza en Policia Est` is highly overall correlated with `Municipio` and 5 other fields	High correlation
`Confianza en Policia Min` is highly overall correlated with `Año` and 3 other fields	High correlation
`Confianza en Marina` is highly overall correlated with `Municipio` and 5 other fields	High correlation
`Tiene Preocupacion` has 315 (72.7%) missing values	Missing
`Colonia Insegura` has 315 (72.7%) missing values	Missing
`Municipio Inseguro` has 315 (72.7%) missing values	Missing
`Estado Inseguro` has 315 (72.7%) missing values	Missing
`Afectacion Forma de Vida` has 315 (72.7%) missing values	Missing
`Confianza en Transito` has 315 (72.7%) missing values	Missing
`Confianza en Policia Mun` has 315 (72.7%) missing values	Missing
`Confianza en Policia Est` has 315 (72.7%) missing values	Missing
`Confianza en Guardia Na` has 315 (72.7%) missing values	Missing
`Confianza en Policia Min` has 315 (72.7%) missing values	Missing
`Confianza en Ministerio Pub` has 315 (72.7%) missing values	Missing
`Confianza en Fiscalia G R` has 315 (72.7%) missing values	Missing
`Confianza en Ejercito` has 315 (72.7%) missing values	Missing
`Confianza en Marina` has 315 (72.7%) missing values	Missing
`Confianza en Jueces` has 315 (72.7%) missing values	Missing
`Municipio` is uniformly distributed	Uniform
`Abuso sexual` has 245 (56.6%) zeros	Zeros
`Feminicidio` has 359 (82.9%) zeros	Zeros
`Homicidio` has 139 (32.1%) zeros	Zeros
`Narcomenudeo` has 255 (58.9%) zeros	Zeros
`Robo` has 125 (28.9%) zeros	Zeros
`Secuestro` has 406 (93.8%) zeros	Zeros
`Confianza en Jueces` has 5 (1.2%) zeros	Zeros

Reproduction

Analysis started	2022-12-06 06:01:02.999170
Analysis finished	2022-12-06 06:02:18.891762
Duration	1 minute and 15.89 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

Año
Real number (ℝ)

Distinct	6
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2019.4988

Minimum	2017
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.8 KiB

Quantile statistics

Minimum	2017
5-th percentile	2017
Q1	2018
median	2019
Q3	2021
95-th percentile	2022
Maximum	2022
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.7079942
Coefficient of variation (CV)	0.00084575149
Kurtosis	-1.2659773
Mean	2019.4988
Median Absolute Deviation (MAD)	1
Skewness	0.0019792995
Sum	874443
Variance	2.917244
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
2019	73	16.9%
2017	72	16.6%
2018	72	16.6%
2020	72	16.6%
2021	72	16.6%
2022	72	16.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2017	72	16.6%
2018	72	16.6%
2019	73	16.9%
2020	72	16.6%
2021	72	16.6%
2022	72	16.6%

Value	Count	Frequency (%)
2022	72	16.6%
2021	72	16.6%
2020	72	16.6%
2019	73	16.9%
2018	72	16.6%
2017	72	16.6%

Municipio
Categorical

HIGH CARDINALITY
HIGH CORRELATION
UNIFORM

Distinct	73
Distinct (%)	16.9%
Missing	0
Missing (%)	0.0%
Memory size	34.3 KiB

Aconchi	6
Magdalena	6
Sahuaripa	6
Rosario	6
Rayón	6
Other values (68)	403

Length

Max length	29
Median length	21
Mean length	9.4942263
Min length	4

Characters and Unicode

Total characters	4111
Distinct characters	51
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.2%

Sample

1st row	Aconchi
2nd row	Aconchi
3rd row	Aconchi
4th row	Aconchi
5th row	Aconchi

Common Values

Value	Count	Frequency (%)
Aconchi	6	1.4%
Magdalena	6	1.4%
Sahuaripa	6	1.4%
Rosario	6	1.4%
Rayón	6	1.4%
Quiriego	6	1.4%
Puerto Peñasco	6	1.4%
Pitiquito	6	1.4%
Oquitoa	6	1.4%
Opodepe	6	1.4%
Other values (63)	373	86.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
san	36	5.7%
de	24	3.8%
río	12	1.9%
la	12	1.9%
villa	12	1.9%
santa	12	1.9%
banámichi	6	1.0%
arivechi	6	1.0%
arizpe	6	1.0%
atil	6	1.0%
Other values (84)	499	79.1%

Most occurring characters

Value	Count	Frequency (%)
a	621	15.1%
o	282	6.9%
e	282	6.9%
i	258	6.3%
r	246	6.0%
	198	4.8%
c	192	4.7%
u	180	4.4%
n	169	4.1%
s	156	3.8%
Other values (41)	1527	37.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3312	80.6%
Uppercase Letter	601	14.6%
Space Separator	198	4.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	621	18.8%
o	282	8.5%
e	282	8.5%
i	258	7.8%
r	246	7.4%
c	192	5.8%
u	180	5.4%
n	169	5.1%
s	156	4.7%
l	150	4.5%
Other values (18)	776	23.4%

Uppercase Letter

Value	Count	Frequency (%)
C	72	12.0%
S	72	12.0%
B	60	10.0%
H	48	8.0%
A	48	8.0%
P	42	7.0%
M	31	5.2%
G	30	5.0%
N	30	5.0%
R	24	4.0%
Other values (12)	144	24.0%

Space Separator

Value	Count	Frequency (%)
	198	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3913	95.2%
Common	198	4.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	621	15.9%
o	282	7.2%
e	282	7.2%
i	258	6.6%
r	246	6.3%
c	192	4.9%
u	180	4.6%
n	169	4.3%
s	156	4.0%
l	150	3.8%
Other values (40)	1377	35.2%

Common

Value	Count	Frequency (%)
	198	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3991	97.1%
None	120	2.9%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	621	15.6%
o	282	7.1%
e	282	7.1%
i	258	6.5%
r	246	6.2%
	198	5.0%
c	192	4.8%
u	180	4.5%
n	169	4.2%
s	156	3.9%
Other values (35)	1407	35.3%

None

Value	Count	Frequency (%)
á	48	40.0%
í	30	25.0%
é	18	15.0%
ó	12	10.0%
ú	6	5.0%
ñ	6	5.0%

Abuso sexual
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	139
Distinct (%)	32.2%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.00011571243

Minimum	0
Maximum	0.002739726
Zeros	245
Zeros (%)	56.6%
Negative	0
Negative (%)	0.0%
Memory size	6.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.00015347037
95-th percentile	0.00048590865
Maximum	0.002739726
Range	0.002739726
Interquartile range (IQR)	0.00015347037

Descriptive statistics

Standard deviation	0.00025819477
Coefficient of variation (CV)	2.2313486
Kurtosis	49.08303
Mean	0.00011571243
Median Absolute Deviation (MAD)	0
Skewness	5.7759502
Sum	0.049987769
Variance	6.6664538 × 10^-8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	245	56.6%
0.000171556013	5	1.2%
0.0001169864296	4	0.9%
9.320533134 × 10^-5	4	0.9%
0.0004859086492	3	0.7%
9.011096522 × 10^-5	3	0.7%
0.0001053518753	3	0.7%
7.977026165 × 10^-5	3	0.7%
0.0002021835827	2	0.5%
0.0001727787137	2	0.5%
Other values (129)	158	36.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	245	56.6%
1.888345885 × 10^-5	1	0.2%
1.912496892 × 10^-5	1	0.2%
1.944352628 × 10^-5	1	0.2%
2.266015061 × 10^-5	1	0.2%
2.549995856 × 10^-5	2	0.5%
3.021353415 × 10^-5	1	0.2%
3.025810161 × 10^-5	2	0.5%
3.262163793 × 10^-5	1	0.2%
3.399022592 × 10^-5	1	0.2%

Value	Count	Frequency (%)
0.002739726027	1	0.2%
0.0027100271	1	0.2%
0.001158748552	1	0.2%
0.001082251082	1	0.2%
0.00102145046	1	0.2%
0.0009082652134	1	0.2%
0.0008976660682	1	0.2%
0.000865950814	2	0.5%
0.0008554319932	1	0.2%
0.000730994152	1	0.2%

Feminicidio
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	54
Distinct (%)	12.5%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	1.3578799 × 10^-5

Minimum	0
Maximum	0.0018621974
Zeros	359
Zeros (%)	82.9%
Negative	0
Negative (%)	0.0%
Memory size	6.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4.1458746 × 10^-5
Maximum	0.0018621974
Range	0.0018621974
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.00010136478
Coefficient of variation (CV)	7.4649294
Kurtosis	262.97931
Mean	1.3578799 × 10^-5
Median Absolute Deviation (MAD)	0
Skewness	15.166902
Sum	0.0058660413
Variance	1.0274818 × 10^-8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	359	82.9%
1.944352628 × 10^-5	4	0.9%
1.595176187 × 10^-5	4	0.9%
2.244114809 × 10^-5	3	0.7%
5.024595394 × 10^-6	2	0.5%
1.507378618 × 10^-5	2	0.5%
1.888345885 × 10^-5	2	0.5%
6.083206093 × 10^-6	2	0.5%
6.051620321 × 10^-5	2	0.5%
1.287299503 × 10^-5	2	0.5%
Other values (44)	50	11.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	359	82.9%
2.136151915 × 10^-6	1	0.2%
2.291034723 × 10^-6	1	0.2%
3.204227872 × 10^-6	1	0.2%
5.024595394 × 10^-6	2	0.5%
6.083206093 × 10^-6	2	0.5%
6.374989641 × 10^-6	1	0.2%
6.408455744 × 10^-6	2	0.5%
6.873104169 × 10^-6	1	0.2%
7.476531701 × 10^-6	1	0.2%

Value	Count	Frequency (%)
0.001862197393	1	0.2%
0.0006531678641	1	0.2%
0.0005411255411	1	0.2%
0.0003236245955	1	0.2%
0.0002086375965	1	0.2%
0.0001902225604	1	0.2%
0.000171556013	1	0.2%
0.0001169864296	1	0.2%
0.0001096250822	1	0.2%
0.0001053518753	2	0.5%

Homicidio
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	230
Distinct (%)	53.2%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.00050887581

Minimum	0
Maximum	0.0054794521
Zeros	139
Zeros (%)	32.1%
Negative	0
Negative (%)	0.0%
Memory size	6.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.00031605563
Q3	0.00073588305
95-th percentile	0.0017429855
Maximum	0.0054794521
Range	0.0054794521
Interquartile range (IQR)	0.00073588305

Descriptive statistics

Standard deviation	0.00068535226
Coefficient of variation (CV)	1.3467967
Kurtosis	14.563562
Mean	0.00050887581
Median Absolute Deviation (MAD)	0.00031605563
Skewness	3.0059853
Sum	0.21983435
Variance	4.6970772 × 10^-7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	139	32.1%
0.001158748552	6	1.4%
0.0005411255411	4	0.9%
0.0001933114247	4	0.9%
0.0006788866259	4	0.9%
0.0003586800574	4	0.9%
0.000171556013	4	0.9%
0.001126126126	3	0.7%
0.0001106072337	3	0.7%
0.000730994152	3	0.7%
Other values (220)	258	59.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	139	32.1%
4.00384369 × 10^-5	1	0.2%
4.609994468 × 10^-5	1	0.2%
5.069579985 × 10^-5	1	0.2%
5.438980082 × 10^-5	1	0.2%
6.959426543 × 10^-5	2	0.5%
7.604369978 × 10^-5	1	0.2%
8.702368132 × 10^-5	1	0.2%
9.320533134 × 10^-5	1	0.2%
0.0001013915997	1	0.2%

Value	Count	Frequency (%)
0.005479452055	1	0.2%
0.005420054201	1	0.2%
0.003755476737	1	0.2%
0.003724394786	1	0.2%
0.003421727973	1	0.2%
0.002656042497	1	0.2%
0.002503651158	2	0.5%
0.002255449048	1	0.2%
0.002205292702	1	0.2%
0.002192982456	1	0.2%

Narcomenudeo
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	154
Distinct (%)	35.6%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.0002493488

Minimum	0
Maximum	0.0048136263
Zeros	255
Zeros (%)	58.9%
Negative	0
Negative (%)	0.0%
Memory size	6.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.00023397286
95-th percentile	0.0012685219
Maximum	0.0048136263
Range	0.0048136263
Interquartile range (IQR)	0.00023397286

Descriptive statistics

Standard deviation	0.00055969651
Coefficient of variation (CV)	2.2446329
Kurtosis	20.644535
Mean	0.0002493488
Median Absolute Deviation (MAD)	0
Skewness	3.9835164
Sum	0.10771868
Variance	3.1326018 × 10^-7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	255	58.9%
0.0001843997787	3	0.7%
0.0003901677721	2	0.5%
0.0002192501644	2	0.5%
2.534789993 × 10^-5	2	0.5%
0.000123433932	2	0.5%
0.0008203445447	2	0.5%
0.0002801316619	2	0.5%
0.0005799342741	2	0.5%
0.0002201511705	2	0.5%
Other values (144)	158	36.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	255	58.9%
6.083206093 × 10^-6	1	0.2%
1.287299503 × 10^-5	1	0.2%
1.631081897 × 10^-5	1	0.2%
2.433282437 × 10^-5	1	0.2%
2.534789993 × 10^-5	2	0.5%
3.025810161 × 10^-5	1	0.2%
3.190352374 × 10^-5	1	0.2%
3.861898509 × 10^-5	2	0.5%
4.00384369 × 10^-5	1	0.2%

Value	Count	Frequency (%)
0.004813626265	1	0.2%
0.00395256917	1	0.2%
0.003476245655	1	0.2%
0.00298963426	1	0.2%
0.0029397904	1	0.2%
0.002625614326	1	0.2%
0.002562543651	1	0.2%
0.002461033634	1	0.2%
0.002099370189	1	0.2%
0.002016129032	1	0.2%

Robo
Real number (ℝ)

Distinct	265
Distinct (%)	61.3%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.0013631883

Minimum	0
Maximum	0.023557072
Zeros	125
Zeros (%)	28.9%
Negative	0
Negative (%)	0.0%
Memory size	6.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.0009525506
Q3	0.0018624866
95-th percentile	0.0042000763
Maximum	0.023557072
Range	0.023557072
Interquartile range (IQR)	0.0018624866

Descriptive statistics

Standard deviation	0.001960051
Coefficient of variation (CV)	1.4378432
Kurtosis	47.012779
Mean	0.0013631883
Median Absolute Deviation (MAD)	0.0009525506
Skewness	5.2871034
Sum	0.58889733
Variance	3.8417999 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	125	28.9%
0.001816530427	4	0.9%
0.0006788866259	3	0.7%
0.000699790063	3	0.7%
0.002739726027	3	0.7%
0.0008203445447	3	0.7%
0.001371742112	3	0.7%
0.001699235344	3	0.7%
0.00102145046	2	0.5%
0.001317523057	2	0.5%
Other values (255)	281	64.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	125	28.9%
6.959426543 × 10^-5	1	0.2%
9.320533134 × 10^-5	1	0.2%
0.0001053518753	2	0.5%
0.000146767447	1	0.2%
0.000171556013	2	0.5%
0.0001933114247	2	0.5%
0.0002087827963	1	0.2%
0.0002534789993	1	0.2%
0.000279615994	1	0.2%

Value	Count	Frequency (%)
0.02355707173	1	0.2%
0.01643835616	1	0.2%
0.01064051742	1	0.2%
0.009193054137	1	0.2%
0.008090614887	1	0.2%
0.006952491309	1	0.2%
0.006356950367	1	0.2%
0.006124291573	1	0.2%
0.005960931918	1	0.2%
0.00595210821	1	0.2%

Secuestro
Real number (ℝ)

Distinct	18
Distinct (%)	4.2%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	1.1848725 × 10^-6

Minimum	0
Maximum	0.00011698643
Zeros	406
Zeros (%)	93.8%
Negative	0
Negative (%)	0.0%
Memory size	6.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2.2910347 × 10^-6
Maximum	0.00011698643
Range	0.00011698643
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8.818649 × 10^-6
Coefficient of variation (CV)	7.4426989
Kurtosis	104.5615
Mean	1.1848725 × 10^-6
Median Absolute Deviation (MAD)	0
Skewness	9.8317313
Sum	0.00051186491
Variance	7.7768571 × 10^-11
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	406	93.8%
3.776691769 × 10^-6	4	0.9%
2.291034723 × 10^-6	3	0.7%
7.338372349 × 10^-5	2	0.5%
6.374989641 × 10^-6	2	0.5%
1.068075957 × 10^-6	2	0.5%
4.582069446 × 10^-6	2	0.5%
1.912496892 × 10^-5	1	0.2%
3.204227872 × 10^-6	1	0.2%
4.609994468 × 10^-5	1	0.2%
Other values (8)	8	1.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	406	93.8%
1.068075957 × 10^-6	2	0.5%
2.136151915 × 10^-6	1	0.2%
2.291034723 × 10^-6	3	0.7%
3.204227872 × 10^-6	1	0.2%
3.776691769 × 10^-6	4	0.9%
4.582069446 × 10^-6	2	0.5%
5.024595394 × 10^-6	1	0.2%
6.374989641 × 10^-6	2	0.5%
7.553383538 × 10^-6	1	0.2%

Value	Count	Frequency (%)
0.0001169864296	1	0.2%
7.977026165 × 10^-5	1	0.2%
7.338372349 × 10^-5	2	0.5%
4.609994468 × 10^-5	1	0.2%
1.912496892 × 10^-5	1	0.2%
1.507378618 × 10^-5	1	0.2%
1.287299503 × 10^-5	1	0.2%
1.122057404 × 10^-5	1	0.2%
7.553383538 × 10^-6	1	0.2%
6.374989641 × 10^-6	2	0.5%

Poblacion
Real number (ℝ)

Distinct	72
Distinct (%)	16.7%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	40900.556

Minimum	365
Maximum	936263
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.8 KiB

Quantile statistics

Minimum	365
5-th percentile	537
Q1	1184
median	3140.5
Q3	14827.5
95-th percentile	199021
Maximum	936263
Range	935898
Interquartile range (IQR)	13643.5

Descriptive statistics

Standard deviation	126352.44
Coefficient of variation (CV)	3.0892599
Kurtosis	34.133192
Mean	40900.556
Median Absolute Deviation (MAD)	2329.5
Skewness	5.5168346
Sum	17669040
Variance	1.596494 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2563	6	1.4%
33049	6	1.4%
5257	6	1.4%
4830	6	1.4%
1496	6	1.4%
3090	6	1.4%
62689	6	1.4%
9122	6	1.4%
496	6	1.4%
2438	6	1.4%
Other values (62)	372	85.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
365	6	1.4%
369	6	1.4%
496	6	1.4%
537	6	1.4%
626	6	1.4%
753	6	1.4%
759	6	1.4%
863	6	1.4%
888	6	1.4%
943	6	1.4%

Value	Count	Frequency (%)
936263	6	1.4%
436484	6	1.4%
264782	6	1.4%
199021	6	1.4%
164387	6	1.4%
156863	6	1.4%
91929	6	1.4%
89122	6	1.4%
77682	6	1.4%
62689	6	1.4%

Tiene Preocupacion
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	99
Distinct (%)	83.9%
Missing	315
Missing (%)	72.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.63811889

Minimum	0.31578947
Maximum	0.92727273
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.8 KiB

Quantile statistics

Minimum	0.31578947
5-th percentile	0.38680556
Q1	0.52941176
median	0.66666667
Q3	0.73976608
95-th percentile	0.84716667
Maximum	0.92727273
Range	0.61148325
Interquartile range (IQR)	0.21035432

Descriptive statistics

Standard deviation	0.14528095
Coefficient of variation (CV)	0.22767066
Kurtosis	-0.77843547
Mean	0.63811889
Median Absolute Deviation (MAD)	0.10483696
Skewness	-0.30249823
Sum	75.298029
Variance	0.021106553
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6666666667	6	1.4%
0.7058823529	2	0.5%
0.5	2	0.5%
0.53125	2	0.5%
0.5625	2	0.5%
0.6923076923	2	0.5%
0.6315789474	2	0.5%
0.45	2	0.5%
0.5263157895	2	0.5%
0.4444444444	2	0.5%
Other values (89)	94	21.7%
(Missing)	315	72.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3157894737	1	0.2%
0.3333333333	1	0.2%
0.3529411765	1	0.2%
0.3571428571	1	0.2%
0.3684210526	1	0.2%
0.375	1	0.2%
0.3888888889	1	0.2%
0.4	1	0.2%
0.4117647059	1	0.2%
0.4166666667	1	0.2%

Value	Count	Frequency (%)
0.9272727273	1	0.2%
0.9	1	0.2%
0.8762886598	1	0.2%
0.8571428571	1	0.2%
0.8525345622	1	0.2%
0.85	1	0.2%
0.8466666667	1	0.2%
0.8461538462	2	0.5%
0.8426966292	1	0.2%
0.8356164384	1	0.2%

Colonia Insegura
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	103
Distinct (%)	87.3%
Missing	315
Missing (%)	72.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.6054455

Minimum	0.11111111
Maximum	0.95
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.8 KiB

Quantile statistics

Minimum	0.11111111
5-th percentile	0.24779412
Q1	0.5
median	0.63392857
Q3	0.75737101
95-th percentile	0.85489691
Maximum	0.95
Range	0.83888889
Interquartile range (IQR)	0.25737101

Descriptive statistics

Standard deviation	0.19326907
Coefficient of variation (CV)	0.31921795
Kurtosis	-0.55838155
Mean	0.6054455
Median Absolute Deviation (MAD)	0.13392857
Skewness	-0.5057011
Sum	71.442569
Variance	0.037352934
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	5	1.2%
0.6666666667	3	0.7%
0.5555555556	2	0.5%
0.4210526316	2	0.5%
0.6944444444	2	0.5%
0.8421052632	2	0.5%
0.6111111111	2	0.5%
0.6875	2	0.5%
0.6	2	0.5%
0.3684210526	2	0.5%
Other values (93)	94	21.7%
(Missing)	315	72.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1111111111	1	0.2%
0.1578947368	1	0.2%
0.2	1	0.2%
0.2142857143	1	0.2%
0.2222222222	1	0.2%
0.2352941176	1	0.2%
0.25	1	0.2%
0.2941176471	1	0.2%
0.2962962963	1	0.2%
0.3	1	0.2%

Value	Count	Frequency (%)
0.95	1	0.2%
0.9002320186	1	0.2%
0.8936170213	1	0.2%
0.8923076923	1	0.2%
0.891025641	1	0.2%
0.8659793814	1	0.2%
0.8529411765	1	0.2%
0.8510638298	1	0.2%
0.85	1	0.2%
0.8421052632	2	0.5%

Municipio Inseguro
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	96
Distinct (%)	81.4%
Missing	315
Missing (%)	72.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.76695536

Minimum	0.35714286
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.8 KiB

Quantile statistics

Minimum	0.35714286
5-th percentile	0.49605263
Q1	0.65416667
median	0.80456349
Q3	0.88873371
95-th percentile	0.96811723
Maximum	1
Range	0.64285714
Interquartile range (IQR)	0.23456704

Descriptive statistics

Standard deviation	0.15545761
Coefficient of variation (CV)	0.20269447
Kurtosis	-0.26719959
Mean	0.76695536
Median Absolute Deviation (MAD)	0.11266497
Skewness	-0.71250009
Sum	90.500732
Variance	0.024167068
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6666666667	4	0.9%
0.75	3	0.7%
0.7222222222	3	0.7%
0.95	3	0.7%
0.6	3	0.7%
0.8181818182	2	0.5%
0.5789473684	2	0.5%
0.8055555556	2	0.5%
0.8421052632	2	0.5%
0.8333333333	2	0.5%
Other values (86)	92	21.2%
(Missing)	315	72.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3571428571	1	0.2%
0.375	1	0.2%
0.3888888889	1	0.2%
0.3943661972	1	0.2%
0.4117647059	1	0.2%
0.4736842105	1	0.2%
0.5	1	0.2%
0.5263157895	2	0.5%
0.5294117647	2	0.5%
0.5333333333	1	0.2%

Value	Count	Frequency (%)
1	1	0.2%
0.9787234043	1	0.2%
0.9775280899	1	0.2%
0.9721577726	1	0.2%
0.9705882353	1	0.2%
0.9690721649	1	0.2%
0.9679487179	1	0.2%
0.95	3	0.7%
0.9473684211	1	0.2%
0.9461538462	1	0.2%

Estado Inseguro
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	91
Distinct (%)	77.1%
Missing	315
Missing (%)	72.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.66164602

Minimum	0.36363636
Maximum	0.8988764
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.8 KiB

Quantile statistics

Minimum	0.36363636
5-th percentile	0.46028583
Q1	0.57894737
median	0.66828479
Q3	0.75
95-th percentile	0.83886986
Maximum	0.8988764
Range	0.53524004
Interquartile range (IQR)	0.17105263

Descriptive statistics

Standard deviation	0.1179241
Coefficient of variation (CV)	0.17822838
Kurtosis	-0.40638169
Mean	0.66164602
Median Absolute Deviation (MAD)	0.084903616
Skewness	-0.2623606
Sum	78.074231
Variance	0.013906092
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7222222222	4	0.9%
0.7647058824	4	0.9%
0.6666666667	3	0.7%
0.625	3	0.7%
0.5	3	0.7%
0.7368421053	3	0.7%
0.8	3	0.7%
0.5882352941	2	0.5%
0.4615384615	2	0.5%
0.7777777778	2	0.5%
Other values (81)	89	20.6%
(Missing)	315	72.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3636363636	1	0.2%
0.3962264151	1	0.2%
0.4	1	0.2%
0.4375	1	0.2%
0.4444444444	1	0.2%
0.4594594595	1	0.2%
0.4604316547	1	0.2%
0.4615384615	2	0.5%
0.4705882353	1	0.2%
0.5	3	0.7%

Value	Count	Frequency (%)
0.8988764045	1	0.2%
0.8947368421	1	0.2%
0.8942307692	1	0.2%
0.8723404255	1	0.2%
0.8684210526	1	0.2%
0.8424657534	1	0.2%
0.8382352941	1	0.2%
0.8333333333	1	0.2%
0.8329466357	1	0.2%
0.8181818182	1	0.2%

Afectacion Forma de Vida
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	99
Distinct (%)	83.9%
Missing	315
Missing (%)	72.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.57189626

Minimum	0.071428571
Maximum	0.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.8 KiB

Quantile statistics

Minimum	0.071428571
5-th percentile	0.26693847
Q1	0.47217195
median	0.59611795
Q3	0.6875
95-th percentile	0.83192476
Maximum	0.9
Range	0.82857143
Interquartile range (IQR)	0.21532805

Descriptive statistics

Standard deviation	0.17540439
Coefficient of variation (CV)	0.30670666
Kurtosis	0.0016343442
Mean	0.57189626
Median Absolute Deviation (MAD)	0.10620119
Skewness	-0.51523374
Sum	67.483759
Variance	0.0307667
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6666666667	5	1.2%
0.5294117647	4	0.9%
0.2777777778	3	0.7%
0.5	3	0.7%
0.5384615385	2	0.5%
0.5789473684	2	0.5%
0.3888888889	2	0.5%
0.625	2	0.5%
0.6875	2	0.5%
0.85	2	0.5%
Other values (89)	91	21.0%
(Missing)	315	72.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.07142857143	1	0.2%
0.1111111111	1	0.2%
0.1666666667	1	0.2%
0.1875	1	0.2%
0.2222222222	1	0.2%
0.2631578947	1	0.2%
0.2676056338	1	0.2%
0.2777777778	3	0.7%
0.3058823529	1	0.2%
0.3125	1	0.2%

Value	Count	Frequency (%)
0.9	1	0.2%
0.8823529412	1	0.2%
0.8723404255	1	0.2%
0.85	2	0.5%
0.8421052632	1	0.2%
0.8301282051	1	0.2%
0.8259860789	1	0.2%
0.8235294118	1	0.2%
0.8	2	0.5%
0.7962962963	1	0.2%

Confianza en Transito
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	97
Distinct (%)	82.2%
Missing	315
Missing (%)	72.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.34351056

Minimum	0.125
Maximum	0.77777778
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.8 KiB

Quantile statistics

Minimum	0.125
5-th percentile	0.175
Q1	0.2739899
median	0.33333333
Q3	0.39349376
95-th percentile	0.52678019
Maximum	0.77777778
Range	0.65277778
Interquartile range (IQR)	0.11950386

Descriptive statistics

Standard deviation	0.1110004
Coefficient of variation (CV)	0.32313534
Kurtosis	1.5248997
Mean	0.34351056
Median Absolute Deviation (MAD)	0.060606061
Skewness	0.7452114
Sum	40.534246
Variance	0.012321089
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	3	0.7%
0.3888888889	3	0.7%
0.3333333333	3	0.7%
0.2631578947	3	0.7%
0.35	2	0.5%
0.4375	2	0.5%
0.5263157895	2	0.5%
0.25	2	0.5%
0.2	2	0.5%
0.2777777778	2	0.5%
Other values (87)	94	21.7%
(Missing)	315	72.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.125	2	0.5%
0.1538461538	1	0.2%
0.1578947368	1	0.2%
0.1666666667	2	0.5%
0.1764705882	1	0.2%
0.1875	2	0.5%
0.1904761905	1	0.2%
0.1914893617	1	0.2%
0.2	2	0.5%
0.2105263158	1	0.2%

Value	Count	Frequency (%)
0.7777777778	1	0.2%
0.6666666667	1	0.2%
0.6111111111	1	0.2%
0.55	1	0.2%
0.5352112676	1	0.2%
0.5294117647	1	0.2%
0.5263157895	2	0.5%
0.5090909091	1	0.2%
0.5	3	0.7%
0.4864864865	1	0.2%

Confianza en Policia Mun
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	98
Distinct (%)	83.1%
Missing	315
Missing (%)	72.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.43854757

Minimum	0.055555556
Maximum	0.88235294
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.8 KiB

Quantile statistics

Minimum	0.055555556
5-th percentile	0.26315789
Q1	0.35153317
median	0.41845577
Q3	0.5
95-th percentile	0.68657895
Maximum	0.88235294
Range	0.82679739
Interquartile range (IQR)	0.14846683

Descriptive statistics

Standard deviation	0.13327902
Coefficient of variation (CV)	0.30391007
Kurtosis	1.2087277
Mean	0.43854757
Median Absolute Deviation (MAD)	0.074446196
Skewness	0.72184189
Sum	51.748614
Variance	0.017763298
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	5	1.2%
0.3333333333	3	0.7%
0.3888888889	3	0.7%
0.6470588235	2	0.5%
0.4042553191	2	0.5%
0.4736842105	2	0.5%
0.375	2	0.5%
0.2631578947	2	0.5%
0.6842105263	2	0.5%
0.3	2	0.5%
Other values (88)	93	21.5%
(Missing)	315	72.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.05555555556	1	0.2%
0.1666666667	1	0.2%
0.2363636364	1	0.2%
0.25	1	0.2%
0.2556390977	1	0.2%
0.2631578947	2	0.5%
0.2777777778	1	0.2%
0.2972972973	1	0.2%
0.2978723404	1	0.2%
0.2989690722	1	0.2%

Value	Count	Frequency (%)
0.8823529412	1	0.2%
0.8333333333	1	0.2%
0.7777777778	1	0.2%
0.7058823529	1	0.2%
0.7	2	0.5%
0.6842105263	2	0.5%
0.6666666667	1	0.2%
0.6470588235	2	0.5%
0.6413043478	1	0.2%
0.625	2	0.5%

Confianza en Policia Est
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	94
Distinct (%)	79.7%
Missing	315
Missing (%)	72.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.47558665

Minimum	0.22222222
Maximum	0.77777778
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.8 KiB

Quantile statistics

Minimum	0.22222222
5-th percentile	0.29053926
Q1	0.40433389
median	0.47578016
Q3	0.54786379
95-th percentile	0.6525
Maximum	0.77777778
Range	0.55555556
Interquartile range (IQR)	0.1435299

Descriptive statistics

Standard deviation	0.11400765
Coefficient of variation (CV)	0.23972003
Kurtosis	-0.23741147
Mean	0.47558665
Median Absolute Deviation (MAD)	0.072964224
Skewness	0.034528556
Sum	56.119224
Variance	0.012997743
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	7	1.6%
0.4736842105	4	0.9%
0.4444444444	3	0.7%
0.4375	3	0.7%
0.6666666667	2	0.5%
0.6315789474	2	0.5%
0.5263157895	2	0.5%
0.5384615385	2	0.5%
0.6	2	0.5%
0.25	2	0.5%
Other values (84)	89	20.6%
(Missing)	315	72.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2222222222	2	0.5%
0.25	2	0.5%
0.2727272727	1	0.2%
0.2857142857	1	0.2%
0.2913907285	1	0.2%
0.2941176471	1	0.2%
0.2972972973	1	0.2%
0.3055555556	1	0.2%
0.3058823529	1	0.2%
0.3125	1	0.2%

Value	Count	Frequency (%)
0.7777777778	1	0.2%
0.7333333333	1	0.2%
0.6875	1	0.2%
0.6842105263	1	0.2%
0.6666666667	2	0.5%
0.65	1	0.2%
0.6478873239	1	0.2%
0.6470588235	2	0.5%
0.6428571429	1	0.2%
0.6315789474	2	0.5%

Confianza en Guardia Na
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	99
Distinct (%)	83.9%
Missing	315
Missing (%)	72.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.49978162

Minimum	0.15384615
Maximum	0.89473684
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.8 KiB

Quantile statistics

Minimum	0.15384615
5-th percentile	0.20982972
Q1	0.38512821
median	0.5172619
Q3	0.61111111
95-th percentile	0.73727469
Maximum	0.89473684
Range	0.74089069
Interquartile range (IQR)	0.22598291

Descriptive statistics

Standard deviation	0.16774458
Coefficient of variation (CV)	0.33563575
Kurtosis	-0.48754359
Mean	0.49978162
Median Absolute Deviation (MAD)	0.10990712
Skewness	-0.23849675
Sum	58.974232
Variance	0.028138244
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	6	1.4%
0.6111111111	4	0.9%
0.5294117647	3	0.7%
0.25	3	0.7%
0.1666666667	2	0.5%
0.7368421053	2	0.5%
0.5263157895	2	0.5%
0.6666666667	2	0.5%
0.5882352941	2	0.5%
0.4577464789	2	0.5%
Other values (89)	90	20.8%
(Missing)	315	72.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1538461538	1	0.2%
0.15625	1	0.2%
0.1666666667	2	0.5%
0.202247191	1	0.2%
0.2058823529	1	0.2%
0.2105263158	1	0.2%
0.2222222222	1	0.2%
0.222737819	1	0.2%
0.2352941176	2	0.5%
0.25	3	0.7%

Value	Count	Frequency (%)
0.8947368421	1	0.2%
0.8732394366	1	0.2%
0.8	1	0.2%
0.7894736842	1	0.2%
0.7777777778	1	0.2%
0.7397260274	1	0.2%
0.7368421053	2	0.5%
0.7281553398	1	0.2%
0.7034482759	1	0.2%
0.7	1	0.2%

Confianza en Policia Min
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	100
Distinct (%)	84.7%
Missing	315
Missing (%)	72.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.28631911

Minimum	0
Maximum	0.82442748
Zeros	1
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	6.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.098636364
Q1	0.1769958
median	0.2544075
Q3	0.35138889
95-th percentile	0.62065058
Maximum	0.82442748
Range	0.82442748
Interquartile range (IQR)	0.17439309

Descriptive statistics

Standard deviation	0.1549802
Coefficient of variation (CV)	0.54128484
Kurtosis	1.150288
Mean	0.28631911
Median Absolute Deviation (MAD)	0.086477987
Skewness	1.0615802
Sum	33.785655
Variance	0.024018861
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2222222222	3	0.7%
0.3888888889	3	0.7%
0.3125	3	0.7%
0.3157894737	3	0.7%
0.3	2	0.5%
0.5	2	0.5%
0.3684210526	2	0.5%
0.1764705882	2	0.5%
0.1176470588	2	0.5%
0.2777777778	2	0.5%
Other values (90)	94	21.7%
(Missing)	315	72.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.2%
0.05263157895	2	0.5%
0.05555555556	1	0.2%
0.0625	1	0.2%
0.09090909091	1	0.2%
0.1	1	0.2%
0.1081081081	1	0.2%
0.1111111111	1	0.2%
0.1176470588	2	0.5%
0.1212121212	1	0.2%

Value	Count	Frequency (%)
0.8244274809	1	0.2%
0.7058823529	1	0.2%
0.6666666667	1	0.2%
0.6527777778	1	0.2%
0.6333333333	1	0.2%
0.625	1	0.2%
0.6198830409	1	0.2%
0.6148491879	1	0.2%
0.606741573	1	0.2%
0.5638297872	1	0.2%

Confianza en Ministerio Pub
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	94
Distinct (%)	79.7%
Missing	315
Missing (%)	72.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.32125379

Minimum	0.052631579
Maximum	0.82758621
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.8 KiB

Quantile statistics

Minimum	0.052631579
5-th percentile	0.12067736
Q1	0.21997863
median	0.29455399
Q3	0.38782051
95-th percentile	0.60076253
Maximum	0.82758621
Range	0.77495463
Interquartile range (IQR)	0.16784188

Descriptive statistics

Standard deviation	0.14907545
Coefficient of variation (CV)	0.46404262
Kurtosis	1.2432011
Mean	0.32125379
Median Absolute Deviation (MAD)	0.084027675
Skewness	0.99221395
Sum	37.907947
Variance	0.02222349
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3333333333	5	1.2%
0.25	4	0.9%
0.2105263158	4	0.9%
0.2	3	0.7%
0.2857142857	3	0.7%
0.5	3	0.7%
0.2777777778	3	0.7%
0.1875	3	0.7%
0.4	2	0.5%
0.3125	2	0.5%
Other values (84)	86	19.9%
(Missing)	315	72.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.05263157895	1	0.2%
0.05882352941	1	0.2%
0.06666666667	1	0.2%
0.1063829787	1	0.2%
0.1081081081	1	0.2%
0.1176470588	1	0.2%
0.1212121212	1	0.2%
0.1355932203	1	0.2%
0.1366906475	1	0.2%
0.1470588235	1	0.2%

Value	Count	Frequency (%)
0.8275862069	1	0.2%
0.7857142857	1	0.2%
0.7	1	0.2%
0.6842105263	1	0.2%
0.6666666667	1	0.2%
0.6470588235	1	0.2%
0.5925925926	1	0.2%
0.5789473684	1	0.2%
0.5760368664	1	0.2%
0.5625	1	0.2%

Confianza en Fiscalia G R
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	99
Distinct (%)	83.9%
Missing	315
Missing (%)	72.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.25308762

Minimum	0
Maximum	0.6
Zeros	2
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	6.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.061948529
Q1	0.16666667
median	0.23861284
Q3	0.33111954
95-th percentile	0.47621648
Maximum	0.6
Range	0.6
Interquartile range (IQR)	0.16445288

Descriptive statistics

Standard deviation	0.12529644
Coefficient of variation (CV)	0.49507138
Kurtosis	-0.1045068
Mean	0.25308762
Median Absolute Deviation (MAD)	0.079430876
Skewness	0.34253519
Sum	29.864339
Variance	0.015699197
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1666666667	5	1.2%
0.0625	3	0.7%
0.3125	2	0.5%
0.2127659574	2	0.5%
0.3157894737	2	0.5%
0.2777777778	2	0.5%
0.1052631579	2	0.5%
0.2	2	0.5%
0.4210526316	2	0.5%
0.05882352941	2	0.5%
Other values (89)	94	21.7%
(Missing)	315	72.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.5%
0.03846153846	1	0.2%
0.05405405405	1	0.2%
0.05882352941	2	0.5%
0.0625	3	0.7%
0.07407407407	1	0.2%
0.08510638298	1	0.2%
0.09090909091	1	0.2%
0.09375	1	0.2%
0.1	1	0.2%

Value	Count	Frequency (%)
0.6	1	0.2%
0.5675675676	1	0.2%
0.5333333333	1	0.2%
0.5294117647	1	0.2%
0.5	1	0.2%
0.4905660377	1	0.2%
0.4736842105	1	0.2%
0.4444444444	2	0.5%
0.4382402707	1	0.2%
0.4210526316	2	0.5%

Confianza en Ejercito
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	96
Distinct (%)	81.4%
Missing	315
Missing (%)	72.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.67539363

Minimum	0.026490066
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.8 KiB

Quantile statistics

Minimum	0.026490066
5-th percentile	0.1103268
Q1	0.69125874
median	0.76370887
Q3	0.81540583
95-th percentile	0.92672065
Maximum	1
Range	0.97350993
Interquartile range (IQR)	0.12414709

Descriptive statistics

Standard deviation	0.25329287
Coefficient of variation (CV)	0.37503
Kurtosis	0.8167922
Mean	0.67539363
Median Absolute Deviation (MAD)	0.065952463
Skewness	-1.459522
Sum	79.696448
Variance	0.064157278
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7894736842	5	1.2%
0.7222222222	5	1.2%
0.8125	3	0.7%
0.8823529412	3	0.7%
0.8421052632	3	0.7%
0.1666666667	2	0.5%
0.1333333333	2	0.5%
0.75	2	0.5%
0.7647058824	2	0.5%
0.6923076923	2	0.5%
Other values (86)	89	20.6%
(Missing)	315	72.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.02649006623	1	0.2%
0.05555555556	1	0.2%
0.0625	1	0.2%
0.07692307692	1	0.2%
0.1052631579	1	0.2%
0.1058823529	1	0.2%
0.1111111111	1	0.2%
0.1333333333	2	0.5%
0.1428571429	1	0.2%
0.1489361702	1	0.2%

Value	Count	Frequency (%)
1	1	0.2%
0.972972973	1	0.2%
0.9523809524	1	0.2%
0.95	2	0.5%
0.9473684211	1	0.2%
0.9230769231	1	0.2%
0.8888888889	1	0.2%
0.8854961832	1	0.2%
0.8850574713	1	0.2%
0.8823529412	3	0.7%

Confianza en Marina
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	101
Distinct (%)	85.6%
Missing	315
Missing (%)	72.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.65135388

Minimum	0.21428571
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.8 KiB

Quantile statistics

Minimum	0.21428571
5-th percentile	0.35651261
Q1	0.5625
median	0.66326531
Q3	0.75541677
95-th percentile	0.87589869
Maximum	1
Range	0.78571429
Interquartile range (IQR)	0.19291677

Descriptive statistics

Standard deviation	0.15033018
Coefficient of variation (CV)	0.23079647
Kurtosis	0.17893857
Mean	0.65135388
Median Absolute Deviation (MAD)	0.10076531
Skewness	-0.47272508
Sum	76.859758
Variance	0.022599162
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	4	0.9%
0.7894736842	3	0.7%
0.5625	3	0.7%
0.5555555556	3	0.7%
0.8	3	0.7%
0.5106382979	2	0.5%
0.8333333333	2	0.5%
0.6666666667	2	0.5%
0.6	2	0.5%
0.6111111111	2	0.5%
Other values (91)	92	21.2%
(Missing)	315	72.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2142857143	1	0.2%
0.2941176471	1	0.2%
0.3125	1	0.2%
0.3157894737	1	0.2%
0.3333333333	1	0.2%
0.3529411765	1	0.2%
0.3571428571	1	0.2%
0.3636363636	1	0.2%
0.3888888889	1	0.2%
0.4074074074	1	0.2%

Value	Count	Frequency (%)
1	1	0.2%
0.9411764706	1	0.2%
0.9375	1	0.2%
0.8888888889	1	0.2%
0.8823529412	1	0.2%
0.8761061947	1	0.2%
0.875862069	1	0.2%
0.8571428571	1	0.2%
0.85	1	0.2%
0.8421052632	1	0.2%

Confianza en Jueces
Real number (ℝ)

HIGH CORRELATION
MISSING
ZEROS

Distinct	96
Distinct (%)	81.4%
Missing	315
Missing (%)	72.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.26845168

Minimum	0
Maximum	0.94444444
Zeros	5
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	6.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.033359014
Q1	0.13149249
median	0.24573291
Q3	0.35077766
95-th percentile	0.6861624
Maximum	0.94444444
Range	0.94444444
Interquartile range (IQR)	0.21928517

Descriptive statistics

Standard deviation	0.18446576
Coefficient of variation (CV)	0.68714697
Kurtosis	1.3264273
Mean	0.26845168
Median Absolute Deviation (MAD)	0.11239496
Skewness	1.0829122
Sum	31.677298
Variance	0.034027616
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5	1.2%
0.2631578947	4	0.9%
0.25	3	0.7%
0.1666666667	3	0.7%
0.3333333333	3	0.7%
0.375	2	0.5%
0.2222222222	2	0.5%
0.1052631579	2	0.5%
0.5	2	0.5%
0.1	2	0.5%
Other values (86)	90	20.8%
(Missing)	315	72.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	1.2%
0.0303030303	1	0.2%
0.03389830508	1	0.2%
0.05	1	0.2%
0.05405405405	1	0.2%
0.05769230769	1	0.2%
0.05882352941	1	0.2%
0.06060606061	1	0.2%
0.0625	1	0.2%
0.06666666667	1	0.2%

Value	Count	Frequency (%)
0.9444444444	1	0.2%
0.7555555556	1	0.2%
0.7142857143	1	0.2%
0.7105263158	1	0.2%
0.7058823529	1	0.2%
0.7034482759	1	0.2%
0.6831119545	1	0.2%
0.6820276498	1	0.2%
0.5531914894	1	0.2%
0.5352112676	1	0.2%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Año	Municipio	Abuso sexual	Feminicidio	Homicidio	Narcomenudeo	Robo	Poblacion	Tiene Preocupacion	Colonia Insegura	Municipio Inseguro	Estado Inseguro	Afectacion Forma de Vida	Confianza en Transito	Confianza en Policia Mun	Confianza en Policia Est	Confianza en Guardia Na	Confianza en Policia Min	Confianza en Ministerio Pub	Confianza en Fiscalia G R	Confianza en Ejercito	Confianza en Marina	Confianza en Jueces
0	2017	Aconchi	0.000000	0.000000	0.000780	0.000390	0.002731	2563.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1	2018	Aconchi	0.000000	0.000000	0.000000	0.000390	0.001951	2563.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
2	2019	Aconchi	0.000000	0.000000	0.000000	0.000000	0.000780	2563.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
3	2020	Aconchi	0.000000	0.000000	0.000390	0.000000	0.000000	2563.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4	2021	Aconchi	0.000390	0.000000	0.000000	0.000000	0.001561	2563.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
5	2022	Aconchi	0.000000	0.000000	0.000390	0.000000	0.000780	2563.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
6	2017	Agua Prieta	0.000120	0.000000	0.000196	0.000098	0.001349	91929.0	0.500000	0.500000	0.666667	0.537037	0.481481	0.388889	0.500000	0.444444	0.500000	0.222222	0.314815	0.296296	0.814815	0.407407	0.166667
7	2018	Agua Prieta	0.000152	0.000022	0.000054	0.000120	0.001436	91929.0	0.615385	0.538462	0.730769	0.576923	0.538462	0.461538	0.461538	0.615385	0.673077	0.211538	0.384615	0.384615	0.692308	0.423077	0.230769
8	2019	Agua Prieta	0.000370	0.000000	0.000207	0.000087	0.003263	91929.0	0.764706	0.372549	0.607843	0.588235	0.529412	0.392157	0.352941	0.431373	0.529412	0.254902	0.313725	0.294118	0.745098	0.431373	0.156863
9	2020	Agua Prieta	0.000326	0.000022	0.000109	0.000087	0.006124	91929.0	0.416667	0.350000	0.616667	0.650000	0.383333	0.433333	0.566667	0.550000	0.516667	0.266667	0.333333	0.366667	0.166667	0.716667	0.483333

	Año	Municipio	Abuso sexual	Feminicidio	Homicidio	Narcomenudeo	Robo	Secuestro	Poblacion	Tiene Preocupacion	Colonia Insegura	Municipio Inseguro	Estado Inseguro	Afectacion Forma de Vida	Confianza en Transito	Confianza en Policia Mun	Confianza en Policia Est	Confianza en Guardia Na	Confianza en Policia Min	Confianza en Ministerio Pub	Confianza en Fiscalia G R	Confianza en Ejercito	Confianza en Marina	Confianza en Jueces
423	2020	Villa Pesqueira	0.0	0.000000	0.001918	0.000000	0.000000	0.0	1043.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
424	2021	Villa Pesqueira	0.0	0.000000	0.000000	0.000000	0.001918	0.0	1043.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
425	2022	Villa Pesqueira	0.0	0.000000	0.000959	0.000000	0.000000	0.0	1043.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
426	2017	Yécora	0.0	0.000000	0.002504	0.000626	0.001878	0.0	4793.0	0.692308	0.615385	0.769231	0.461538	0.692308	0.153846	0.384615	0.538462	0.384615	0.153846	0.153846	0.307692	0.923077	0.615385	0.230769
427	2018	Yécora	0.0	0.000209	0.003755	0.000209	0.001669	0.0	4793.0	0.733333	0.533333	0.733333	0.400000	0.733333	0.200000	0.466667	0.533333	0.466667	0.133333	0.066667	0.200000	0.866667	0.333333	0.066667
428	2019	Yécora	0.0	0.000000	0.000626	0.000000	0.002295	0.0	4793.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
429	2020	Yécora	0.0	0.000000	0.002504	0.000000	0.005007	0.0	4793.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
430	2021	Yécora	0.0	0.000000	0.001460	0.000000	0.010641	0.0	4793.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
431	2022	Yécora	0.0	0.000000	0.000209	0.000000	0.003547	0.0	4793.0	0.562500	0.687500	0.875000	0.625000	0.687500	0.125000	0.375000	0.437500	0.562500	0.312500	0.187500	0.312500	0.812500	0.750000	0.187500
432	2019	Mazatan	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.666667	0.611111	0.833333	0.611111	0.277778	0.500000	0.444444	0.666667	0.388889	0.500000	0.333333	0.444444	0.722222	0.555556	0.388889

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample